L8: Analysis of Rate Data
Transcript of L8: Analysis of Rate Data
L8-1
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
A0 AA
0A
C 1 XC P
P1 X
A2
Ar ' kC
Review: Pressure Drop in PBRsA → B -rA = kCA
dXA/dW for an isothermal ideal gas phase reaction with DP1st order reaction rate
Mole balance
Rate law
Stoichiometry (put CA in terms of X)
Combine A0 AA
A0
k C 1 X 1 WdXdW F
0
P 1 WP
Pressure drop (put P/P0 in terms of X) Only for =0
& Isothermal
0
AA
A0dX
Fd
r 'W
Process is like an onion → layer built upon layer& sometimes it makes you cry
L8-2
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
A0 AA
0A
C 1 XC P
P1 X
A2
Ar ' kC
Review: Pressure Drop in PBRsA → B -rA = kCA
dXA/dW for an isothermal ideal gas phase reaction with DP1st order reaction rate
Mole balance
Rate law
Stoichiometry (put CA in terms of X)
Combine A0 AA
A0
k C 1 X 1 WdXdW F
0
P 1 WP
Pressure drop (put P/P0 in terms of X) Only for =0
& Isothermal
0
AA
A0dX
Fd
r 'W
How do we determine the reaction order?
L8-3
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
L8: Analysis of Rate DataGoal: how to determine rate laws
In practice, collection and analysis of rate data is the most time consuming task in reactor design
BMBKinetics
StoichiometryFluid dynamics
Reactor volume Reactor design problem
BMBReactor VolumeStoichiometry
Fluid dynamics
KineticsBEFORE
Reactor design problem
L8-4
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Review of Rate LawsThe reaction: is elementary and irreversible. Which of the following is true?
a) b) c)
d) The rate cannot be determined from this informatione) None of the above
kC H g C H g H g2 6 2 4 2
2 6 2 4 2C H C H Hr kC C
2 6 2 6C H C H-r kC
2 6 2 6C H C Hr C
Ethanol and acetic acid react to form ethyl acetate and water. The rate of ethyl acetate formation is 1st order in ethanol conc and 0th order in acetic acid conc. Which of the following is true?
a) rethyl acetate = kCethyl acetateCwater
b) rethyl acetate = kCethanolCacetic acid
c) rethyl acetate = kCethanol
d) rethyl acetate = kCacetic acid
e) rethyl acetate = kCethanol2Cacetic acid
-1
Cacetic acid0 (zero power) = 1
L8-5
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Collection & Analysis of Rate Data
• Constant-volume batch reactor– For homogenous reactions– Concentration vs. time measurements– Measurement during the unsteady-state operation
• Differential reactor– For solid-fluid reactions– Measurement during steady state operation– Product concentration is usually monitored for different feed conditions
Data collection is done in the lab, where we can simplify BMB, stoichiometry, and fluid dynamic considerationsGoal: determine reaction order, , and specific reaction rate constant, k, in the rate law• Want ideal conditions → well-mixed (data is easiest to interpret)
•Select a simple reactor
L8-6
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Method of ExcessA + B → products Suspect rate eq. -rA = kCA
CBb
1.Run reaction with an excess of B so CB ≈ CB0
2.Rate equation simplifies to –rA = k’CA where k’=kACB
b ≈ k’=kACB0b and
can be determined
3.Repeat, but with an excess of A so that CA ≈ CA0
4.With excess A, rate simplifies to –rA = k’’CBb where k’’=kACA
≈ k’’=kACA0
5.Determine kA by measuring –rA at known concentrations of A and B, where
13AA
A B
r 1k dm molsC C
b
b
L8-7
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Analysis Methods
• Differential method• Integral method• Half-lives method• Initial rate method• Differential reactor• More complex kinetics
L8-8
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Differential Methodj0 j j j
dF F r V Ndt
0 0
jj
dCr
dt Where –rA = kCA
alpha power
b) Determine dCA/dt from plot by graphical or numerical methodsc) Plot ln(-dCA/dt) vs ln CA
Average slope
AA
dCln lnk lnCdt
Slope = A
A
dC dtkC
To find k, find the value of –dCA,p/dt that corresponds to a specific concentration CA,p. Raise CA,p to the power and divide into –dCA/dt)p
Hey, we just jumped from step a to step c. How do we get dCA/dt?
a) Plot DCA/Dt as a function of t
jj j j
dCdr V C V r V Vdt dt
AA
dC kCdt
L8-9
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
3. dCA/dt is read using the value where the curve crosses a specified time
Graphical Method1. Plot DCA/Dt vs t2. Draw rectangles on the
graph. Then draw a curve so that the area above the curve that is cut off of each rectangle approximately fills the unfilled area under the curve
ACt
D
D
0 t1 t2
DCA/Dt)t=0
DCA/Dt)t=1
DCA/Dt)t=2
At
dCdt
0
At
dCdt
1
At
dCdt
2
L8-10
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Graphical Method ExampleCA t Dt DCA DCA/Dt -dCA/dt8 0
4 1
2 2
1 3
L8-11
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Graphical Method ExampleCA t Dt DCA DCA/Dt -dCA/dt8 0 1-0=1
4 1 2-1=1
2 2 1
1 3
L8-12
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Graphical Method ExampleCA t Dt DCA DCA/Dt -dCA/dt8 0 1 4-8= -4
4 1 1 2-4= -2
2 2 1 1-2= -1
1 3
L8-13
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Graphical Method ExampleCA t Dt DCA DCA/Dt8 0 1 -4 4
4 1 1 -2 2
2 2 1 -1 1
1 3
CA t Dt DCA DCA/Dt -dCA/dt8 0 1 -4 4
4 1 1 -2 2
2 2 1 -1 1
1 3
-
L8-14
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Graphical Method ExampleCA t Dt DCA DCA/Dt8 0 1 -4 4
4 1 1 -2 2
2 2 1 -1 1
1 3
CA t Dt DCA DCA/Dt -dCA/dt8 0 1 -4 4 4.5
4 1 1 -2 2 2.55
2 2 1 -1 1 1.35
1 3 0.5
-
L8-15
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Graphical Method ExampleCA t Dt DCA DCA/Dt -dCA/dt8 0 1 -4 4 4.5
4 1 1 -2 2 2.55
2 2 1 -1 1 1.35
1 3 0.5
AA
dCln lnk lnCdt
Slope =
A
A
dC dtkC
-Plot ln(-dCA/dt) vs ln CA
AA
dC kCdt
L8-16
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Graphical Method ExampleCA t Dt DCA DCA/Dt -dCA/dt ln(-dCA/dt) ln(CA)8 0 1 -4 4 4.5 1.5 2.1
4 1 1 -2 2 2.55 0.9 1.4
2 2 1 -1 1 1.35 0.3 0.7
1 3 0.5 -0.7 0
AA
dCln lnk lnC
dt
Slope =
A
A
dC dtk
C
= 1.0
.k . 1
4 5 0 68
Plot ln(-dCA/dt) vs ln CA
-rA= (0.6/time)CA
L8-17
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Graphical Method ExampleCA t Dt DCA DCA/Dt -dCA/dt8 0 1 -4 4 4.5
4 1 1 -2 2 2.55
2 2 1 -1 1 1.35
1 3 0.5
AA
dCln lnk lnCdt
Slope =
A
A
dC dtkC
Differential MethodOnly for irreversible reactions
Advantages: 1 experiment
Disadvantages: can only handle simple kinetics
--
L8-18
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Analysing methods
Differential method• Integral method• Half-lives method• Initial rate method• Differential reactor• More complex kinetics
L8-19
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Integral Method
• A trial-and-error procedure to find reaction order• Guess the reaction order → integrate the differential
equation• Method is used most often when reaction order is known
and it is desired to evaluate the specific reaction rate constants (k) at different temps to determine the activation energy
• Looking for the appropriate function of concentration corresponding to a particular rate law that is linear with time
L8-20
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
For the reaction A products
For a first-order reaction - rA = k CAA
AdC kC
dt
A0
A
Cln kt
C
ln (CA0/CA)
t
2AA
dC kCdt
For a second-order reaction - rA = k CA2
A A0
1 1 ktC C
1/CA
t
For a zero-order reaction -rA = k AdC kdt
A A0C C kt
CA
t
AA
dC rdt
Plot of CA vs t is a straight
line
Plot of ln(CA0/CA) vs t is a straight
line
Plot of 1/CA vs t is a straight line
L8-21
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Analysis Methods
Differential method Integral method• Half-lives method• Initial rate method• Differential reactor• More complex kinetics
L8-22
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Method of Half-lives
• The half-life of a reaction, t1/2, is defined as the time it takes for the concentration of the reactant to fall to half of its initial value
• By determining the half-life of a reaction as a function of the initial concentration, the reaction order and specific reaction rate can be determined
L8-23
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Method of Half-lives
• The half-life of a reaction, t1/2, is defined as the time it takes for the concentration of the reactant to fall to half of its initial value
• By determining the half-life of a reaction as a function of the initial concentration, the reaction order and specific reaction rate can be determined
L8-24
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
AA
dC kCdt
A products 1 1
A A0
1 1 1tk 1 C C
A A0 1 21C C at t = t2
1
1 2 1A0
2 1 1tk 1 C
1
1 2 A02 1ln t ln 1 lnCk 1
ln (t1/2)
ln CA0
Slope = 1-
A Ar kC
Plot ln(t1/2) vs ln CA0. Get a straight line with a slope of 1-α
L8-25
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Analysis Methods
Differential method Integral methodHalf-lives method• Initial rate method• Differential reactor• More complex kinetics
L8-26
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Method of Initial Rates• When the reaction is reversible, the method of initial rates can
be used to determine the reaction order and the specific rate constant
• Very little product is initially present, so rate of reverse reaction is negligible– A series of experiments is carried out at different initial
concentrations
– Initial rate of reaction is determined for each run
– Initial rate can be found by differentiating the data and extrapolating to zero time
– By various plotting or numerical analysis techniques relating -rA0 to CA0, we can obtain the appropriate rate law:
A0 A0r kC
L8-27
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Example: Initial Rate Method
4HCl + CaMg(CO3)2 Mg2+ + Ca2+ + 4Cl-+2CO3 + 2H2O
The dissolution of dolomite using hydrochloric acid:
Concentration of HCl at various times was determined from atomic absorption spectrophotometer measurements of the Ca2+ and Mg2+ ions
CHCl
t
4 N HCl
1 N HCl
A0 A0r kC
Make a plot of ln (-rA0) vs ln CA0 The slope =
L8-28
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Evaluating the mole balance on a constant V batch reactor at t = 0:
HClHCl 0 HCl,0
0
dC(r ) kC
dt
HCl
HCl,00
dCln lnk lnC
dt
CHCl, 0
(N)
Initial reaction rate –rHCl,0
(mol/cm2 s) x 107
1 1.2 4 2.0 2 1.36
0.1 0.36 0.5 0.74
ln (CHCl)
ln (-rHCl,0)
Slope =
Plot of ln (-rHCl,0) vs ln CHCl,0 will give reaction
order & k
L8-29
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Analysis Methods
Differential method Integral methodHalf-lives method Initial rate method• Differential reactor• More Complex Kinetics
L8-30
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Differential Reactors• The criterion for a reactor being differential is that the conversion
of the reactants in the bed is extremely small, as is the change in reactant concentration through the bed
• Reactant concentration through the reactor is essentially constant (i.e. the reactor is considered to be gradient-less)
• Can treat the mole balance like a CSTR• Rate of reaction determined for a specified number of pre-
determined initial or entering reactant concentrations• Determine rate of reaction as a function concentration or partial
pressure• Operate isothermally
CA0 CAeCA
CA0 ~ CA~ CAe
L8-31
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
Differential Catalyst BedThe rate of reaction per unit mass of catalyst, r’A
flow rate in - flow rate out + rate of generation = rate of accumulation
A0 Ae AF F r W 0 D
A0 Ae 0 A0 AeA
F F C Cr
W W
D D
When constant flow rate, 0 = :
D D0 p0 A0 Ae
ACC C
rW W
Product concentration
The reaction rate is determined by measuring product concentration, Cp
L8-32
Slides courtesy of Prof M L Kraft, Chemical & Biomolecular Engr Dept, University of Illinois, Urbana-Champaign.
More Complex Kinetics
• Carry out batch experiments• Use optimization software to compute kinetic parameters by least squares
(covered in process control)
• Investigate errors by calculating standard deviations of parameters and looking at magnitudes of ra,meas,i –rA, calc,i to look for outliers (will learn in process design, this is FYI for this class
• If parameters are sufficiently accurate, then stop. If not, keep repeating the procedure
# data pts 2
A,measurement i A,calc,ii 1
r r
Sum of squares difference between the measured values and calculated values